Correct Answer: Small teams own individual services
Explanation:
Small teams often develop, deploy, and operate the services they own.
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13In domain-driven design, what does the term domain refer to?
Domain-driven design (DDD) principles
Easy
A.The business area being modeled
B.The application's color scheme
C.The network's physical location
D.The server's operating system
Correct Answer: The business area being modeled
Explanation:
The domain is the business area, activities, and rules that the software is intended to support.
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14What is a bounded context in domain-driven design?
Domain-driven design (DDD) principles
Easy
A.A storage quota assigned to a database
B.A boundary where a model has a specific meaning
C.A limit on the number of application users
D.A firewall rule for blocking service traffic
Correct Answer: A boundary where a model has a specific meaning
Explanation:
A bounded context defines the area in which a particular domain model and terminology apply.
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15What is the purpose of a ubiquitous language in DDD?
Domain-driven design (DDD) principles
Easy
A.To select one programming language
B.To translate every user interface
C.To encrypt communication between services
D.To create a shared domain vocabulary
Correct Answer: To create a shared domain vocabulary
Explanation:
A ubiquitous language gives developers and domain experts a consistent vocabulary for discussing the domain.
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16Who should help develop the domain model in DDD?
Domain-driven design (DDD) principles
Easy
A.Developers and domain experts
B.Only application customers
C.Only network administrators
D.Hardware vendors and auditors
Correct Answer: Developers and domain experts
Explanation:
DDD encourages developers and domain experts to collaborate when creating the domain model.
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17What does a service boundary define?
Service boundaries
Easy
A.The physical size of a server
B.The screen resolution of an application
C.The number of users in a company
D.The responsibilities owned by a service
Correct Answer: The responsibilities owned by a service
Explanation:
A service boundary identifies the data, behavior, and responsibilities that belong to a service.
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18Which quality indicates a well-defined service boundary?
Service boundaries
Easy
A.High cohesion and loose coupling
B.Frequent changes across every service
C.Shared ownership and repeated logic
D.Low cohesion and tight coupling
Correct Answer: High cohesion and loose coupling
Explanation:
A good service boundary keeps related responsibilities together while minimizing dependencies on other services.
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19What is the main role of an API gateway?
API gateway
Easy
A.To replace every database in the system
B.To compile source code for each service
C.To provide an entry point for client requests
D.To design user interfaces for mobile devices
Correct Answer: To provide an entry point for client requests
Explanation:
An API gateway acts as a common entry point through which clients access backend services.
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20Which task is commonly performed by an API gateway?
API gateway
Easy
A.Installing hardware in a data center
B.Replacing the application's source control
C.Routing requests to suitable services
D.Writing all business rules for services
Correct Answer: Routing requests to suitable services
Explanation:
An API gateway examines incoming requests and routes them to the appropriate backend services.
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21A team modifies the payment logic inside a tightly coupled monolithic application. What is the most likely deployment consequence?
Application ArchitecturesâMonolithic and Distributed
Medium
A.Restart only the payment database
B.Deploy and retest the entire application
C.Replace the monolith with several independently managed serverless platforms
D.Deploy only the payment process
Correct Answer: Deploy and retest the entire application
Explanation:
A monolith is typically packaged and deployed as one unit, so even a localized change often requires rebuilding and retesting the whole application.
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22An order service calls an inventory service that is temporarily unavailable. Which approach best addresses this distributed-system failure?
Application ArchitecturesâMonolithic and Distributed
Medium
A.Retry every request indefinitely until the inventory service responds successfully
B.Use a circuit breaker with a fallback
C.Move both services into one database
D.Increase the inventory table size
Correct Answer: Use a circuit breaker with a fallback
Explanation:
A circuit breaker prevents repeated calls to a failing service, while a fallback can provide controlled degraded behavior.
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23Two services must always be released together because they directly depend on each other's internal classes. Which microservice property is most clearly being violated?
Microservice Fundamentals
Medium
A.Independent deployability
B.Geographic distribution
C.Automated monitoring
D.Horizontal scalability
Correct Answer: Independent deployability
Explanation:
Microservices should interact through stable contracts rather than internal implementation details, allowing each service to be deployed independently.
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24Why is assigning each microservice ownership of its own data generally preferred?
Microservice Fundamentals
Medium
A.It allows every service to modify all stored records through one shared administrative interface
B.It eliminates all data duplication
C.It reduces coupling through shared schemas
D.It guarantees immediate consistency
Correct Answer: It reduces coupling through shared schemas
Explanation:
Service-owned data prevents other services from depending directly on internal schemas and supports independent evolution.
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25A product page synchronously calls pricing, inventory, reviews, and recommendation services. One slow dependency frequently delays the whole page. Which improvement is most appropriate?
Microservices Architecture
Medium
A.Remove all service monitoring
B.Allow each dependency to wait without a deadline so that no response is lost
C.Use one shared database transaction
D.Apply timeouts and circuit breakers
Correct Answer: Apply timeouts and circuit breakers
Explanation:
Timeouts bound waiting time, and circuit breakers prevent an unhealthy dependency from repeatedly delaying the entire request.
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26An order service publishes an OrderCreated event, and the inventory service processes it asynchronously. Which consequence should the design handle?
Microservices Architecture
Medium
A.Temporary eventual consistency
B.Guaranteed global transactions
C.Automatic schema unification
D.Permanent request blocking
Correct Answer: Temporary eventual consistency
Explanation:
Asynchronous event processing means different services may reflect the update at different times, producing temporary eventual consistency.
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27In a retail platform, the term Product means an item for sale in Catalog but a stored unit in Inventory. How should DDD represent these meanings?
Domain-driven design (DDD) principles
Medium
A.Replace both concepts with a single database row used directly by every service
B.Force them into one shared model
C.Place them in separate bounded contexts
D.Store them only in the API gateway
Correct Answer: Place them in separate bounded contexts
Explanation:
A bounded context allows the same term to have different models and meanings within distinct business domains.
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28Developers and business experts use different names for the same shipping concepts, causing recurring misunderstandings. Which DDD practice best addresses this problem?
Domain-driven design (DDD) principles
Medium
A.Document every technical class while allowing domain terminology to remain inconsistent
B.Create a shared infrastructure database
C.Increase the number of deployment stages
D.Establish a ubiquitous language
Correct Answer: Establish a ubiquitous language
Explanation:
A ubiquitous language gives domain experts and developers a shared, consistent vocabulary for models, requirements, and code.
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29A purchase order must ensure that its total always equals the sum of its line items whenever it is updated. Which DDD concept should define this consistency boundary?
Domain-driven design (DDD) principles
Medium
A.Deployment pipeline
B.API route
C.Aggregate
D.Value stream
Correct Answer: Aggregate
Explanation:
An aggregate groups related domain objects and enforces invariants within a defined transactional consistency boundary.
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30A new billing service must integrate with a legacy system whose data model uses incompatible terminology. Which DDD pattern best protects the new domain model?
Domain-driven design (DDD) principles
Medium
A.Anti-corruption layer
B.Database replication
C.Direct table access
D.Shared kernel
Correct Answer: Anti-corruption layer
Explanation:
An anti-corruption layer translates between models so that legacy concepts do not leak into and distort the new domain model.
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31Customer profile and loyalty rules change for different business reasons and are managed by different teams. What is the best boundary decision?
Service boundaries
Medium
A.Place both inside the gateway
B.Create one service containing every customer-related capability and all supporting databases
C.Combine them by customer identifier
D.Separate them into distinct services
Correct Answer: Separate them into distinct services
Explanation:
Capabilities that change independently and have different ownership are strong candidates for separate service boundaries.
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32Several services directly update the same database tables. What is the main architectural risk?
Service boundaries
Medium
A.Each service gains complete deployment independence through coordinated schema ownership
Directly sharing tables makes services depend on the same schema, so database changes can require coordinated modifications and releases.
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33A single CommerceService handles catalog, pricing, orders, payments, and shipping, and unrelated changes frequently conflict. Which criterion is most useful when splitting it?
Service boundaries
Medium
A.A separate service for every class regardless of domain cohesion or operational cost
B.Length of source file names
C.Number of database columns
D.Business capabilities and change patterns
Correct Answer: Business capabilities and change patterns
Explanation:
Service boundaries should align with cohesive business capabilities and areas that evolve independently.
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34After decomposition, retrieving one customer page requires dozens of synchronous service calls for tiny pieces of data. What does this most likely indicate?
Service boundaries
Medium
A.Every service must be moved into a different cloud region before boundaries can be evaluated
B.The boundaries are too fine-grained
C.The gateway lacks encryption
D.The monolith is still deployed
Correct Answer: The boundaries are too fine-grained
Explanation:
Excessive cross-service calls often indicate services were split too narrowly, creating chatty communication and operational overhead.
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35Mobile clients currently call eight internal services and must know each service location. What is the primary benefit of introducing an API gateway?
B.It converts all independently deployed services into one executable application at runtime
C.It provides one client-facing entry point
D.It removes every internal service failure
Correct Answer: It provides one client-facing entry point
Explanation:
An API gateway hides internal service locations and exposes a unified endpoint for routing client requests.
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36A team wants consistent authentication, request routing, and rate limiting for public APIs. Where should these cross-cutting concerns primarily be implemented?
API gateway
Medium
A.At the API gateway
B.Within domain entities
C.Inside every database
D.In a shared table modified by all clients
Correct Answer: At the API gateway
Explanation:
An API gateway is well suited to centralized edge concerns such as authentication, routing, throttling, and request filtering.
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37A gateway contains pricing rules, discount calculations, and order approval logic. What is the best architectural improvement?
API gateway
Medium
A.Require clients to duplicate every pricing and approval rule before sending requests
B.Store all service data in the gateway
C.Move domain logic into owning services
D.Add more domain rules to the gateway
Correct Answer: Move domain logic into owning services
Explanation:
The gateway should focus on edge responsibilities; business rules belong in the services that own the corresponding domains.
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38Web and mobile clients require substantially different response shapes for the same platform capabilities. Which gateway-related approach is most suitable?
API gateway
Medium
A.Expose every database directly
B.Combine all platform services into a monolith solely to avoid client-specific response composition
C.Use a backend for each frontend
D.Force one identical response format
Correct Answer: Use a backend for each frontend
Explanation:
The backend-for-frontend pattern provides a client-specific gateway layer that adapts requests and responses to each interface.
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39A payment, order, and inventory workflow spans separate services without a shared transaction manager. Which pattern is most appropriate for coordinating the workflow?
Microservices Architecture
Medium
A.Shared writable service tables
B.A permanent lock held across every service until all network calls eventually complete
C.Single local database transaction
D.Saga with compensating actions
Correct Answer: Saga with compensating actions
Explanation:
A saga coordinates a sequence of local transactions and uses compensating actions to handle failures across service boundaries.
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40A user request passes through a gateway and four services, but logs cannot be connected across components. Which addition would most improve diagnosis?
Microservices Architecture
Medium
A.Use different timestamps per service
B.Propagate a correlation identifier
C.Write all logs only to local files and inspect each machine manually after an incident
D.Disable asynchronous communication
Correct Answer: Propagate a correlation identifier
Explanation:
A correlation identifier links logs and traces produced by different services while they process the same end-to-end request.
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41A tightly coupled monolith has modules that share tables, internal classes, and transaction boundaries. The organization wants to migrate incrementally to microservices while minimizing distributed-system risk. What should be done first?
Application ArchitecturesâMonolithic and Distributed
Hard
A.Deploy every existing module independently while retaining all current synchronous calls
B.Restructure the monolith around explicit business boundaries and controlled module interfaces
C.Extract the highest-traffic module and let it continue accessing the monolith's database
D.Introduce a message broker and convert every in-process method invocation into an event
Correct Answer: Restructure the monolith around explicit business boundaries and controlled module interfaces
Explanation:
A modular monolith exposes coupling before network boundaries are introduced. Once ownership and interfaces are explicit, suitable modules can be extracted with less risk of creating a distributed monolith.
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42A request succeeds only if four independently failing synchronous services are available. Each service has availability , and network failure is ignored. What is the approximate end-to-end availability?
Application ArchitecturesâMonolithic and Distributed
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
All four services must be available, so availability is Synchronous dependency chains reduce aggregate availability.
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43Two independently deployed services directly update different columns of the same database table. Schema changes require coordinated releases, although each service has a separate code repository. Which microservice property is most directly violated?
Microservice Fundamentals
Hard
A.Independent deployability through encapsulated data ownership
B.Fault detection through centralized health monitoring
C.Horizontal scalability through stateless request processing
D.Location transparency through service discovery
Correct Answer: Independent deployability through encapsulated data ownership
Explanation:
A shared table creates schema and release coupling. Separate repositories do not provide autonomy when services cannot evolve their persistence models independently.
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44An Order service must save an order and publish an OrderCreated event. A crash between the database commit and broker publication currently causes lost events. Which design best closes this failure window without a distributed transaction?
Microservices Architecture
Hard
A.Have the API gateway publish the event after receiving a successful HTTP response
B.Store the event in an outbox within the order transaction and relay it asynchronously
C.Retry the entire client request until both the database and broker acknowledge success
D.Publish the event first and roll back the broker if the database commit fails
Correct Answer: Store the event in an outbox within the order transaction and relay it asynchronously
Explanation:
The transactional outbox atomically records the state change and event intent in one local transaction. A relay can then publish the event with retry and deduplication.
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45In Sales, Customer means a prospect or buyer with pricing terms. In Support, Customer means a party associated with cases and service-level agreements. Which DDD treatment is most appropriate?
Domain-driven design (DDD) principles
Hard
A.Rename both models until they share an identical ubiquitous language across the company
B.Use separate Customer models in distinct bounded contexts with an explicit translation
C.Create one enterprise-wide Customer aggregate containing fields required by both teams
D.Place both models in one shared kernel so either team may modify their common semantics
Correct Answer: Use separate Customer models in distinct bounded contexts with an explicit translation
Explanation:
The term has different domain meanings, so each bounded context should own its model. Translation at the context boundary prevents one model from contaminating the other.
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46A business rule states that the total allocation across all lines of a Budget must never exceed its approved amount at commit time. Which aggregate design most strongly preserves this invariant?
Domain-driven design (DDD) principles
Hard
A.Make every allocation line an aggregate root and reconcile totals once per day
B.Publish allocation events from separate line services and assume consumers receive them in order
C.Make Budget the aggregate root and update its allocation lines through that root
D.Store the approved amount in the API gateway and reject excessive incoming requests
Correct Answer: Make Budget the aggregate root and update its allocation lines through that root
Explanation:
Strong consistency rules should normally be enforced within one aggregate transaction boundary. The Budget root can serialize changes and validate the total before committing.
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47Inventory and Pricing are maintained by different teams and change for different business reasons. Checkout synchronously invokes both services many times while constructing one cart response, causing latency and release coordination. Which redesign best addresses the boundary problem without merging unrelated domains?
Service boundaries
Hard
A.Add more granular endpoints to both services so Checkout can retrieve each individual field independently
B.Expose each database directly so Checkout can join current records in one query
C.Give Checkout read-oriented projections populated from Inventory and Pricing events
D.Move Inventory and Pricing into one service because Checkout calls them together
Correct Answer: Give Checkout read-oriented projections populated from Inventory and Pricing events
Explanation:
Local projections reduce chatty synchronous coupling while preserving domain ownership. Checkout accepts explicit read-model staleness rather than combining unrelated write responsibilities.
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48A proposed service contains operations that always change together, share one strict invariant, and are owned by the same team. Splitting those operations would require a saga for nearly every command. What is the strongest architectural conclusion?
Service boundaries
Hard
A.They likely belong inside one service boundary
B.They should be coordinated by the API gateway as one distributed transaction
C.They should share a database while remaining separate services
D.They must be separated to maximize independent scaling
Correct Answer: They likely belong inside one service boundary
Explanation:
Frequent atomic coordination and a shared invariant indicate cohesive domain behavior. Splitting it would add distributed consistency costs without meaningful autonomy.
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49A gateway authenticates users, applies quotas, routes requests, and also decides whether an order qualifies for a domain-specific refund. What is the best correction?
API gateway
Hard
A.Keep authentication and routing in the gateway, but move refund policy to the owning domain service
B.Move refund policy into a shared database trigger that the gateway invokes before forwarding the request
C.Move authentication, quotas, routing, and refund policy into every backend service independently
D.Keep all behavior in the gateway because centralized logic always reduces service coupling
Correct Answer: Keep authentication and routing in the gateway, but move refund policy to the owning domain service
Explanation:
A gateway should handle edge concerns, not own domain policy. Refund eligibility belongs with the service that owns refund behavior and its business rules.
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50A gateway times out after two seconds and retries POST /payments once. The first attempt may complete after the timeout, creating duplicate charges. Which control provides the strongest end-to-end protection?
API gateway
Hard
A.Increase the gateway timeout so every payment finishes before any retry occurs
B.Use sticky sessions so both attempts reach the same in-memory payment handler
C.Attach an idempotency key and persist its result atomically in the Payment service
D.Configure the gateway to retry only against a different Payment service instance
Correct Answer: Attach an idempotency key and persist its result atomically in the Payment service
Explanation:
Only the Payment service can atomically bind the idempotency key to the business effect. Gateway-only deduplication cannot cover crashes, failover, or late completion reliably.
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51A checkout saga reserves inventory, authorizes payment, and requests shipment. Shipment creation fails after payment authorization. Payment authorization can be voided, but the inventory reservation may already have expired. What should the saga do?
Microservices Architecture
Hard
A.Execute defined compensations while treating already-expired inventory release as idempotently satisfied
B.Roll back all service databases through the original transaction coordinator
C.Repeat shipment creation forever because compensation would violate atomicity
D.Delete the order immediately and rely on nightly reconciliation to reverse every external effect
Correct Answer: Execute defined compensations while treating already-expired inventory release as idempotently satisfied
Explanation:
A saga uses semantic compensations rather than database rollback. Compensations must be idempotent and tolerate state that has already reached the intended compensating outcome.
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52An event consumer updates its database and then crashes before acknowledging the message. The broker redelivers the event. Which assumption should the consumer design make?
Microservices Architecture
Hard
A.Duplicate delivery is possible, so processing must be idempotent or deduplicated
B.The broker will inspect the consumer database and suppress the second delivery
C.Delivery is effectively at-most-once because the database update already committed
D.Exactly-once business effects follow automatically from persistent broker acknowledgements
Correct Answer: Duplicate delivery is possible, so processing must be idempotent or deduplicated
Explanation:
A crash after commit but before acknowledgement creates redelivery under at-least-once delivery. Consumers need idempotent updates or durable tracking of processed event identifiers.
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53A legacy billing model is inconsistent with a new Subscription bounded context. Reusing legacy billing objects directly would force legacy terminology and rules into the new model. Which DDD pattern best isolates the new context?
Domain-driven design (DDD) principles
Hard
A.Shared kernel
B.Open-host service
C.Anti-corruption layer
D.Conformist relationship
Correct Answer: Anti-corruption layer
Explanation:
An anti-corruption layer translates between models and prevents legacy semantics from leaking into the new bounded context.
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54A downstream context has no influence over an upstream vendor model and chooses to adopt that model exactly rather than maintain translation logic. Which DDD context-map relationship does this describe?
Domain-driven design (DDD) principles
Hard
A.Conformist
B.Shared kernel
C.Partnership
D.Customer-supplier
Correct Answer: Conformist
Explanation:
A conformist downstream accepts the upstream model as-is, typically because it lacks influence or considers translation more costly than semantic independence.
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55A team proposes one microservice per database entity: Customer, Address, PhoneNumber, and EmailPreference. Most use cases require coordinated calls to all four, and they are released by one team. Which signal most strongly indicates poor boundaries?
Service boundaries
Hard
A.Most business changes require coordinated modifications across all four services
B.Each service has a separate deployment descriptor
C.Some services use smaller compute instances than the others
D.The entities have different table schemas and different primary-key formats
Correct Answer: Most business changes require coordinated modifications across all four services
Explanation:
Boundaries should align with business capabilities and independent change. Persistent coordinated changes indicate the services were split by technical entities rather than cohesive domain behavior.
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56Service A needs a small subset of Service B's data to validate commands even when B is temporarily unavailable. Slightly stale validation data is acceptable, but A must not write B's records. Which design best preserves ownership and resilience?
Service boundaries
Hard
A.Let A read B's database through a read-only account
B.Require A to synchronously call B for every validation and disable commands whenever that call fails
C.Move B's validation tables into a schema jointly owned by both services
D.Replicate the required data into A through published integration events
Correct Answer: Replicate the required data into A through published integration events
Explanation:
An event-fed local projection preserves B's ownership while allowing A to validate without temporal coupling. The accepted trade-off is explicitly bounded staleness.
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57A single gateway instance handles all external traffic and stores rate-limit counters and sessions only in local memory. Which change most directly removes both the availability bottleneck and state-related scaling constraint?
API gateway
Hard
A.Increase the gateway instance size and configure the operating system to queue more incoming connections
B.Move all gateway state into the largest backend database and route every request through its primary node
C.Deploy multiple stateless gateway instances and externalize shared state to resilient stores
D.Create one gateway per backend service while preserving local session state in each gateway
Correct Answer: Deploy multiple stateless gateway instances and externalize shared state to resilient stores
Explanation:
Horizontal gateway redundancy removes the single-instance failure point. Externalized or distributed state allows any gateway instance to process a request consistently.
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58After validating a user token, a gateway forwards an unsigned X-User-Role header to internal services. Some services are also reachable through an internal network path that bypasses the gateway. What is the primary security flaw?
API gateway
Hard
A.Backend services trust identity claims that callers can forge when bypassing the gateway
B.Internal services perform authorization even though the gateway has already authenticated the user
C.The gateway validates authentication before rather than after applying rate limits
D.The gateway uses role information instead of placing all permissions in URL paths
Correct Answer: Backend services trust identity claims that callers can forge when bypassing the gateway
Explanation:
A plain header is not a trustworthy identity assertion when alternate callers can reach the services. Claims need cryptographic or mutually authenticated provenance, and services must enforce authorization.
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59During a strangler migration, /accounts requests are routed to a new service, but both the monolith and the service can update account balances. Reconciliation repeatedly finds divergent balances. What is the most important corrective action?
Application ArchitecturesâMonolithic and Distributed
Hard
A.Have the gateway update both systems synchronously and return success when either update completes
B.Establish one authoritative writer and route all balance-changing commands through it
C.Increase reconciliation frequency until divergence becomes too brief for clients to observe
D.Allow both systems to write but select whichever balance has the latest timestamp
Correct Answer: Establish one authoritative writer and route all balance-changing commands through it
Explanation:
A strangler migration needs explicit data ownership. Dual writes by independent authorities create conflicts that timestamps or more frequent reconciliation cannot reliably resolve.
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60A distributed request crosses six services using asynchronous messaging and background workers. Logs contain timestamps but cannot reliably connect work performed after queue delivery to the original request. Which observability mechanism best addresses this?
Microservice Fundamentals
Hard
A.Assign one permanent correlation identifier to each service instance and include it in every log
B.Increase log verbosity at the API gateway because every distributed operation begins at the edge
C.Propagate trace context through HTTP headers and message metadata across every processing hop
D.Synchronize all service clocks more frequently and sort centralized logs strictly by timestamp
Correct Answer: Propagate trace context through HTTP headers and message metadata across every processing hop
Explanation:
Distributed tracing requires context propagation across both synchronous and asynchronous boundaries. Timestamps alone cannot establish causal relationships among concurrent requests.
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